AI has moved beyond features and into workflows. Systems now select tools, coordinate actions and shape decisions with limited human intervention. That changes the operating model for every marketing organization.

• How do you lock down customer data for privacy and compliance while using it

everywhere it creates value?

• Who governs decisions when the decision-maker isn't human?
• How do you build AI systems that are effective, accountable and trusted — not just fast?

The report examines how marketing stacks are being redesigned to answer these

questions, and what separates organizations making real progress from those still

experimenting.